Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 23224 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.0 MiB |
| Average record size in memory | 224.0 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 7 |
hospital_admission_id is highly overall correlated with source_db | High correlation |
admission_age is highly overall correlated with comorbidity_score_value | High correlation |
weight_admission is highly overall correlated with BMI_admission | High correlation |
BMI_admission is highly overall correlated with weight_admission | High correlation |
los_hospital is highly overall correlated with los_ICU | High correlation |
los_ICU is highly overall correlated with los_hospital | High correlation |
comorbidity_score_value is highly overall correlated with admission_age and 1 other fields | High correlation |
pCO2 is highly overall correlated with bmp_bicarbonate | High correlation |
pO2 is highly overall correlated with SaO2 and 1 other fields | High correlation |
SaO2 is highly overall correlated with pO2 and 1 other fields | High correlation |
SpO2 is highly overall correlated with pO2 and 1 other fields | High correlation |
bmp_bicarbonate is highly overall correlated with pCO2 | High correlation |
source_db is highly overall correlated with hospital_admission_id and 1 other fields | High correlation |
sex_female is highly overall correlated with Gender | High correlation |
comorbidity_score_name is highly overall correlated with comorbidity_score_value and 1 other fields | High correlation |
Gender is highly overall correlated with sex_female | High correlation |
source_db is highly imbalanced (62.4%) | Imbalance |
comorbidity_score_name is highly imbalanced (87.5%) | Imbalance |
race_ethnicity is highly imbalanced (61.4%) | Imbalance |
BMI_admission is highly skewed (γ1 = 55.28962907) | Skewed |
comorbidity_score_value has 1885 (8.1%) zeros | Zeros |
sofa_past_overall_24hr has 2211 (9.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-02-11 10:50:04.731532 |
|---|---|
| Analysis finished | 2024-02-11 10:50:26.356568 |
| Duration | 21.63 seconds |
| Software version | ydata-profiling vv4.6.0 |
| Download configuration | config.json |
hospital_admission_id
Real number (ℝ)
HIGH CORRELATION
| Distinct | 23223 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3769312.6 |
| Minimum | 100292 |
|---|---|
| Maximum | 29995505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 100292 |
|---|---|
| 5-th percentile | 245871 |
| Q1 | 720774 |
| median | 1306857 |
| Q3 | 2444642.2 |
| 95-th percentile | 25174554 |
| Maximum | 29995505 |
| Range | 29895213 |
| Interquartile range (IQR) | 1723868.2 |
Descriptive statistics
| Standard deviation | 7254601.3 |
|---|---|
| Coefficient of variation (CV) | 1.9246484 |
| Kurtosis | 5.3919167 |
| Mean | 3769312.6 |
| Median Absolute Deviation (MAD) | 726583 |
| Skewness | 2.6659234 |
| Sum | 8.7538515 × 1010 |
| Variance | 5.2629239 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 144855 | 2 | < 0.1% |
| 190805 | 1 | < 0.1% |
| 2212147 | 1 | < 0.1% |
| 2349294 | 1 | < 0.1% |
| 2212519 | 1 | < 0.1% |
| 2169573 | 1 | < 0.1% |
| 2245297 | 1 | < 0.1% |
| 2246397 | 1 | < 0.1% |
| 2147152 | 1 | < 0.1% |
| 2313711 | 1 | < 0.1% |
| Other values (23213) | 23213 |
| Value | Count | Frequency (%) |
| 100292 | 1 | |
| 100606 | 1 | |
| 100756 | 1 | |
| 100989 | 1 | |
| 101117 | 1 | |
| 101317 | 1 | |
| 101528 | 1 | |
| 101662 | 1 | |
| 101776 | 1 | |
| 102141 | 1 |
| Value | Count | Frequency (%) |
| 29995505 | 1 | |
| 29994129 | 1 | |
| 29981470 | 1 | |
| 29981257 | 1 | |
| 29981080 | 1 | |
| 29979324 | 1 | |
| 29965581 | 1 | |
| 29965349 | 1 | |
| 29964086 | 1 | |
| 29961953 | 1 |
source_db
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 362.9 KiB |
| eicu | |
|---|---|
| mimic_iv | |
| mimic_iii | 396 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.4915605 |
| Min length | 4 |
Characters and Unicode
| Total characters | 104312 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | eicu |
|---|---|
| 2nd row | eicu |
| 3rd row | eicu |
| 4th row | eicu |
| 5th row | eicu |
Common Values
| Value | Count | Frequency (%) |
| eicu | 20469 | |
| mimic_iv | 2359 | 10.2% |
| mimic_iii | 396 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| eicu | 20469 | |
| mimic_iv | 2359 | 10.2% |
| mimic_iii | 396 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 29526 | |
| c | 23224 | |
| e | 20469 | |
| u | 20469 | |
| m | 5510 | 5.3% |
| _ | 2755 | 2.6% |
| v | 2359 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 101557 | |
| Connector Punctuation | 2755 | 2.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 29526 | |
| c | 23224 | |
| e | 20469 | |
| u | 20469 | |
| m | 5510 | 5.4% |
| v | 2359 | 2.3% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2755 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 101557 | |
| Common | 2755 | 2.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 29526 | |
| c | 23224 | |
| e | 20469 | |
| u | 20469 | |
| m | 5510 | 5.4% |
| v | 2359 | 2.3% |
Common
| Value | Count | Frequency (%) |
| _ | 2755 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 104312 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 29526 | |
| c | 23224 | |
| e | 20469 | |
| u | 20469 | |
| m | 5510 | 5.3% |
| _ | 2755 | 2.6% |
| v | 2359 | 2.3% |
admission_age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.978901 |
| Minimum | 14 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 56 |
| median | 67 |
| Q3 | 76 |
| 95-th percentile | 87 |
| Maximum | 90 |
| Range | 76 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 15.379131 |
|---|---|
| Coefficient of variation (CV) | 0.23667884 |
| Kurtosis | 0.15955558 |
| Mean | 64.978901 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.64679437 |
| Sum | 1509070 |
| Variance | 236.51766 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 67 | 685 | 2.9% |
| 90 | 659 | 2.8% |
| 68 | 626 | 2.7% |
| 71 | 616 | 2.7% |
| 65 | 612 | 2.6% |
| 72 | 599 | 2.6% |
| 62 | 598 | 2.6% |
| 66 | 593 | 2.6% |
| 73 | 591 | 2.5% |
| 63 | 589 | 2.5% |
| Other values (67) | 17056 |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 16 | 7 | < 0.1% |
| 17 | 7 | < 0.1% |
| 18 | 23 | 0.1% |
| 19 | 40 | |
| 20 | 44 | |
| 21 | 45 | |
| 22 | 64 | |
| 23 | 83 |
| Value | Count | Frequency (%) |
| 90 | 659 | |
| 89 | 210 | 0.9% |
| 88 | 241 | 1.0% |
| 87 | 283 | |
| 86 | 308 | |
| 85 | 352 | |
| 84 | 398 | |
| 83 | 426 | |
| 82 | 421 | |
| 81 | 395 |
sex_female
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 362.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23224 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12896 | |
| 1 | 10328 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12896 | |
| 1 | 10328 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12896 | |
| 1 | 10328 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23224 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12896 | |
| 1 | 10328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23224 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12896 | |
| 1 | 10328 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23224 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12896 | |
| 1 | 10328 |
weight_admission
Real number (ℝ)
HIGH CORRELATION
| Distinct | 2265 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.577624 |
| Minimum | 0 |
|---|---|
| Maximum | 639.6 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 50.2 |
| Q1 | 68 |
| median | 82.7 |
| Q3 | 101 |
| 95-th percentile | 139 |
| Maximum | 639.6 |
| Range | 639.6 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 29.407418 |
|---|---|
| Coefficient of variation (CV) | 0.33578689 |
| Kurtosis | 14.594963 |
| Mean | 87.577624 |
| Median Absolute Deviation (MAD) | 16.3 |
| Skewness | 1.9799904 |
| Sum | 2033902.7 |
| Variance | 864.79621 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 68 | 203 | 0.9% |
| 81.6 | 182 | 0.8% |
| 90.7 | 172 | 0.7% |
| 63.5 | 164 | 0.7% |
| 75 | 159 | 0.7% |
| 100 | 151 | 0.7% |
| 80 | 149 | 0.6% |
| 70 | 143 | 0.6% |
| 90 | 139 | 0.6% |
| 77.1 | 126 | 0.5% |
| Other values (2255) | 21636 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.5 | 2 | |
| 2.5 | 1 | |
| 10 | 1 | |
| 19.8 | 1 | |
| 22 | 1 | |
| 22.5 | 1 | |
| 25.2 | 1 | |
| 26.02 | 1 | |
| 27.3 | 1 |
| Value | Count | Frequency (%) |
| 639.6 | 1 | |
| 630.9 | 1 | |
| 362.9 | 1 | |
| 303 | 1 | |
| 302.8 | 1 | |
| 295.4 | 1 | |
| 295.1 | 1 | |
| 294.8 | 1 | |
| 287 | 1 | |
| 285.6 | 1 |
height_admission
Real number (ℝ)
| Distinct | 383 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 169.23499 |
| Minimum | 1.54 |
|---|---|
| Maximum | 504.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 1.54 |
|---|---|
| 5-th percentile | 152.4 |
| Q1 | 162.5 |
| median | 170 |
| Q3 | 177.8 |
| 95-th percentile | 187 |
| Maximum | 504.8 |
| Range | 503.26 |
| Interquartile range (IQR) | 15.3 |
Descriptive statistics
| Standard deviation | 12.85682 |
|---|---|
| Coefficient of variation (CV) | 0.075970223 |
| Kurtosis | 64.683114 |
| Mean | 169.23499 |
| Median Absolute Deviation (MAD) | 7.8 |
| Skewness | -0.82887784 |
| Sum | 3930313.3 |
| Variance | 165.29781 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 160 | 1338 | 5.8% |
| 177.8 | 1212 | 5.2% |
| 167.6 | 1084 | 4.7% |
| 165.1 | 1068 | 4.6% |
| 172.7 | 1060 | 4.6% |
| 162.6 | 819 | 3.5% |
| 170.2 | 809 | 3.5% |
| 157.5 | 760 | 3.3% |
| 175.3 | 751 | 3.2% |
| 182.9 | 727 | 3.1% |
| Other values (373) | 13596 |
| Value | Count | Frequency (%) |
| 1.54 | 1 | < 0.1% |
| 1.6 | 2 | |
| 1.65 | 1 | < 0.1% |
| 1.67 | 4 | |
| 1.7 | 2 | |
| 1.72 | 1 | < 0.1% |
| 1.75 | 1 | < 0.1% |
| 1.77 | 1 | < 0.1% |
| 1.82 | 1 | < 0.1% |
| 15.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 504.8 | 1 | < 0.1% |
| 504.2 | 1 | < 0.1% |
| 257.5 | 1 | < 0.1% |
| 254 | 1 | < 0.1% |
| 213.4 | 1 | < 0.1% |
| 210.8 | 1 | < 0.1% |
| 208.3 | 2 | |
| 205.7 | 2 | |
| 203.2 | 4 | |
| 203 | 2 |
BMI_admission
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 15958 |
|---|---|
| Distinct (%) | 68.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.37269 |
| Minimum | 0 |
|---|---|
| Maximum | 725551.02 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18.910352 |
| Q1 | 24.177819 |
| median | 28.515625 |
| Q3 | 34.523103 |
| 95-th percentile | 48.276876 |
| Maximum | 725551.02 |
| Range | 725551.02 |
| Interquartile range (IQR) | 10.345284 |
Descriptive statistics
| Standard deviation | 9467.2699 |
|---|---|
| Coefficient of variation (CV) | 39.550334 |
| Kurtosis | 3474.1604 |
| Mean | 239.37269 |
| Median Absolute Deviation (MAD) | 4.9724374 |
| Skewness | 55.289629 |
| Sum | 5559191.4 |
| Variance | 89629199 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.29590458 | 17 | 0.1% |
| 22.60610272 | 17 | 0.1% |
| 24.01776785 | 16 | 0.1% |
| 27.35933163 | 16 | 0.1% |
| 29.93615455 | 14 | 0.1% |
| 22.79944302 | 14 | 0.1% |
| 26.539849 | 14 | 0.1% |
| 26.5625 | 14 | 0.1% |
| 24.20811 | 14 | 0.1% |
| 28.40550436 | 14 | 0.1% |
| Other values (15948) | 23074 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.1581635816 | 1 | |
| 0.1627069755 | 1 | |
| 0.7690393376 | 1 | |
| 2.684215682 | 1 | |
| 3.139042594 | 1 | |
| 3.810394757 | 1 | |
| 7.432483297 | 1 | |
| 7.736827222 | 1 | |
| 9.545817908 | 1 |
| Value | Count | Frequency (%) |
| 725551.0204 | 1 | |
| 657783.7747 | 1 | |
| 588093.2255 | 1 | |
| 385098.0673 | 1 | |
| 321875 | 1 | |
| 283443.4549 | 1 | |
| 279321.5963 | 1 | |
| 263544.7668 | 1 | |
| 260676.2523 | 1 | |
| 237628.4478 | 1 |
los_hospital
Real number (ℝ)
HIGH CORRELATION
| Distinct | 14989 |
|---|---|
| Distinct (%) | 64.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.479877 |
| Minimum | -0.26458333 |
|---|---|
| Maximum | 763.275 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | -0.26458333 |
|---|---|
| 5-th percentile | 1.6944444 |
| Q1 | 4.9310764 |
| median | 8.2638889 |
| Q3 | 14.329167 |
| 95-th percentile | 30.338889 |
| Maximum | 763.275 |
| Range | 763.53958 |
| Interquartile range (IQR) | 9.3980903 |
Descriptive statistics
| Standard deviation | 13.406565 |
|---|---|
| Coefficient of variation (CV) | 1.1678318 |
| Kurtosis | 720.29224 |
| Mean | 11.479877 |
| Median Absolute Deviation (MAD) | 4.2229167 |
| Skewness | 17.167519 |
| Sum | 266608.65 |
| Variance | 179.73599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 229 | 1.0% |
| 4 | 191 | 0.8% |
| 7 | 173 | 0.7% |
| 6 | 172 | 0.7% |
| 9 | 166 | 0.7% |
| 8 | 158 | 0.7% |
| 10 | 148 | 0.6% |
| 11 | 111 | 0.5% |
| 15 | 101 | 0.4% |
| 12 | 99 | 0.4% |
| Other values (14979) | 21676 |
| Value | Count | Frequency (%) |
| -0.2645833333 | 1 | |
| 0 | 2 | |
| 0.09375 | 1 | |
| 0.1291666667 | 1 | |
| 0.1458333333 | 1 | |
| 0.1680555556 | 1 | |
| 0.1722222222 | 1 | |
| 0.1756944444 | 1 | |
| 0.1854166667 | 1 | |
| 0.1881944444 | 1 |
| Value | Count | Frequency (%) |
| 763.275 | 1 | |
| 600.7680556 | 1 | |
| 506.5201389 | 1 | |
| 353.8201389 | 1 | |
| 323.9458333 | 1 | |
| 281.0541667 | 1 | |
| 251.9930556 | 1 | |
| 246.9111111 | 1 | |
| 167.5923611 | 1 | |
| 162.5583333 | 1 |
los_ICU
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1346 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6292447 |
| Minimum | 0 |
|---|---|
| Maximum | 506.375 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.75 |
| Q1 | 1.7916667 |
| median | 3.4166667 |
| Q3 | 6.875 |
| 95-th percentile | 18.083333 |
| Maximum | 506.375 |
| Range | 506.375 |
| Interquartile range (IQR) | 5.0833333 |
Descriptive statistics
| Standard deviation | 7.5240618 |
|---|---|
| Coefficient of variation (CV) | 1.3366024 |
| Kurtosis | 901.46871 |
| Mean | 5.6292447 |
| Median Absolute Deviation (MAD) | 2.0416667 |
| Skewness | 16.459413 |
| Sum | 130733.58 |
| Variance | 56.611506 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 266 | 1.1% |
| 1 | 264 | 1.1% |
| 1.833333333 | 221 | 1.0% |
| 1.916666667 | 218 | 0.9% |
| 1.75 | 210 | 0.9% |
| 0.875 | 208 | 0.9% |
| 1.25 | 205 | 0.9% |
| 1.958333333 | 202 | 0.9% |
| 1.875 | 201 | 0.9% |
| 1.041666667 | 200 | 0.9% |
| Other values (1336) | 21029 |
| Value | Count | Frequency (%) |
| 0 | 7 | < 0.1% |
| 0.04166666667 | 4 | < 0.1% |
| 0.08333333333 | 11 | < 0.1% |
| 0.125 | 25 | |
| 0.1666666667 | 29 | |
| 0.2083333333 | 38 | |
| 0.25 | 51 | |
| 0.2916666667 | 56 | |
| 0.3333333333 | 59 | |
| 0.375 | 56 |
| Value | Count | Frequency (%) |
| 506.375 | 1 | |
| 246.9166667 | 1 | |
| 101.75 | 1 | |
| 98.66666667 | 1 | |
| 87.58333333 | 1 | |
| 82.83333333 | 1 | |
| 81.25 | 1 | |
| 81.125 | 1 | |
| 78.20833333 | 1 | |
| 76.54166667 | 1 |
comorbidity_score_name
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 362.9 KiB |
| Charlson | |
|---|---|
| Elixhauser | 396 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.0341027 |
| Min length | 8 |
Characters and Unicode
| Total characters | 186584 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Charlson |
|---|---|
| 2nd row | Charlson |
| 3rd row | Charlson |
| 4th row | Charlson |
| 5th row | Charlson |
Common Values
| Value | Count | Frequency (%) |
| Charlson | 22828 | |
| Elixhauser | 396 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| charlson | 22828 | |
| elixhauser | 396 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 23224 | |
| a | 23224 | |
| r | 23224 | |
| l | 23224 | |
| s | 23224 | |
| C | 22828 | |
| o | 22828 | |
| n | 22828 | |
| E | 396 | 0.2% |
| i | 396 | 0.2% |
| Other values (3) | 1188 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 163360 | |
| Uppercase Letter | 23224 | 12.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| h | 23224 | |
| a | 23224 | |
| r | 23224 | |
| l | 23224 | |
| s | 23224 | |
| o | 22828 | |
| n | 22828 | |
| i | 396 | 0.2% |
| x | 396 | 0.2% |
| u | 396 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 22828 | |
| E | 396 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 186584 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| h | 23224 | |
| a | 23224 | |
| r | 23224 | |
| l | 23224 | |
| s | 23224 | |
| C | 22828 | |
| o | 22828 | |
| n | 22828 | |
| E | 396 | 0.2% |
| i | 396 | 0.2% |
| Other values (3) | 1188 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 186584 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| h | 23224 | |
| a | 23224 | |
| r | 23224 | |
| l | 23224 | |
| s | 23224 | |
| C | 22828 | |
| o | 22828 | |
| n | 22828 | |
| E | 396 | 0.2% |
| i | 396 | 0.2% |
| Other values (3) | 1188 | 0.6% |
comorbidity_score_value
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3306493 |
| Minimum | -8 |
|---|---|
| Maximum | 40 |
| Zeros | 1885 |
| Zeros (%) | 8.1% |
| Negative | 19 |
| Negative (%) | 0.1% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | -8 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 40 |
| Range | 48 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0728425 |
|---|---|
| Coefficient of variation (CV) | 0.70955698 |
| Kurtosis | 9.03646 |
| Mean | 4.3306493 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.6866185 |
| Sum | 100575 |
| Variance | 9.4423608 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 4 | 3384 | |
| 3 | 3378 | |
| 5 | 3051 | |
| 2 | 2634 | |
| 6 | 2369 | |
| 1 | 1967 | |
| 0 | 1885 | |
| 7 | 1673 | |
| 8 | 1091 | 4.7% |
| 9 | 642 | 2.8% |
| Other values (35) | 1150 | 5.0% |
| Value | Count | Frequency (%) |
| -8 | 2 | < 0.1% |
| -5 | 2 | < 0.1% |
| -4 | 4 | < 0.1% |
| -3 | 3 | < 0.1% |
| -2 | 2 | < 0.1% |
| -1 | 6 | < 0.1% |
| 0 | 1885 | |
| 1 | 1967 | |
| 2 | 2634 | |
| 3 | 3378 |
| Value | Count | Frequency (%) |
| 40 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 35 | 2 | |
| 34 | 1 | < 0.1% |
| 33 | 2 | |
| 32 | 1 | < 0.1% |
| 31 | 3 | |
| 30 | 2 | |
| 29 | 4 |
in_hospital_mortality
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 362.9 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 69672 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18920 | |
| 1.0 | 4304 | 18.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18920 | |
| 1.0 | 4304 | 18.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 42144 | |
| . | 23224 | |
| 1 | 4304 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 46448 | |
| Other Punctuation | 23224 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 42144 | |
| 1 | 4304 | 9.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 23224 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 69672 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 42144 | |
| . | 23224 | |
| 1 | 4304 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 69672 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 42144 | |
| . | 23224 | |
| 1 | 4304 | 6.2% |
race_ethnicity
Categorical
IMBALANCE
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 362.9 KiB |
| White | |
|---|---|
| Black | |
| Unknown | 1666 |
| Hispanic OR Latino | 881 |
| Asian | 317 |
| Other values (3) | 165 |
Length
| Max length | 34 |
|---|---|
| Median length | 5 |
| Mean length | 5.8210041 |
| Min length | 5 |
Characters and Unicode
| Total characters | 135187 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | White |
|---|---|
| 2nd row | White |
| 3rd row | White |
| 4th row | White |
| 5th row | White |
Common Values
| Value | Count | Frequency (%) |
| White | 18288 | |
| Black | 1907 | 8.2% |
| Unknown | 1666 | 7.2% |
| Hispanic OR Latino | 881 | 3.8% |
| Asian | 317 | 1.4% |
| American Indian / Alaska Native | 157 | 0.7% |
| Native Hawaiian / Pacific Islander | 6 | < 0.1% |
| More Than One Race | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| white | 18288 | |
| black | 1907 | 7.4% |
| unknown | 1666 | 6.5% |
| hispanic | 881 | 3.4% |
| or | 881 | 3.4% |
| latino | 881 | 3.4% |
| asian | 317 | 1.2% |
| native | 163 | 0.6% |
| 163 | 0.6% | |
| indian | 157 | 0.6% |
| Other values (9) | 340 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 21749 | |
| t | 19332 | |
| e | 18620 | |
| h | 18290 | |
| W | 18288 | |
| n | 7564 | 5.6% |
| a | 4811 | 3.6% |
| k | 3730 | 2.8% |
| c | 2959 | 2.2% |
| o | 2549 | 1.9% |
| Other values (23) | 17295 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 106242 | |
| Uppercase Letter | 26362 | 19.5% |
| Space Separator | 2420 | 1.8% |
| Other Punctuation | 163 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 21749 | |
| t | 19332 | |
| e | 18620 | |
| h | 18290 | |
| n | 7564 | 7.1% |
| a | 4811 | 4.5% |
| k | 3730 | 3.5% |
| c | 2959 | 2.8% |
| o | 2549 | 2.4% |
| l | 2070 | 1.9% |
| Other values (8) | 4568 | 4.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 18288 | |
| B | 1907 | 7.2% |
| U | 1666 | 6.3% |
| H | 887 | 3.4% |
| O | 883 | 3.3% |
| R | 883 | 3.3% |
| L | 881 | 3.3% |
| A | 631 | 2.4% |
| I | 163 | 0.6% |
| N | 163 | 0.6% |
| Other values (3) | 10 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 2420 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 163 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 132604 | |
| Common | 2583 | 1.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 21749 | |
| t | 19332 | |
| e | 18620 | |
| h | 18290 | |
| W | 18288 | |
| n | 7564 | 5.7% |
| a | 4811 | 3.6% |
| k | 3730 | 2.8% |
| c | 2959 | 2.2% |
| o | 2549 | 1.9% |
| Other values (21) | 14712 |
Common
| Value | Count | Frequency (%) |
| 2420 | ||
| / | 163 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 135187 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 21749 | |
| t | 19332 | |
| e | 18620 | |
| h | 18290 | |
| W | 18288 | |
| n | 7564 | 5.6% |
| a | 4811 | 3.6% |
| k | 3730 | 2.8% |
| c | 2959 | 2.2% |
| o | 2549 | 1.9% |
| Other values (23) | 17295 |
pH
Real number (ℝ)
| Distinct | 625 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3596932 |
| Minimum | 6.683 |
|---|---|
| Maximum | 7.778 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 6.683 |
|---|---|
| 5-th percentile | 7.18 |
| Q1 | 7.31 |
| median | 7.37 |
| Q3 | 7.427 |
| 95-th percentile | 7.5 |
| Maximum | 7.778 |
| Range | 1.095 |
| Interquartile range (IQR) | 0.117 |
Descriptive statistics
| Standard deviation | 0.0990264 |
|---|---|
| Coefficient of variation (CV) | 0.013455235 |
| Kurtosis | 2.1235454 |
| Mean | 7.3596932 |
| Median Absolute Deviation (MAD) | 0.06 |
| Skewness | -0.88055884 |
| Sum | 170921.52 |
| Variance | 0.0098062278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.39 | 816 | 3.5% |
| 7.37 | 796 | 3.4% |
| 7.4 | 790 | 3.4% |
| 7.41 | 782 | 3.4% |
| 7.36 | 782 | 3.4% |
| 7.38 | 771 | 3.3% |
| 7.42 | 727 | 3.1% |
| 7.43 | 696 | 3.0% |
| 7.34 | 696 | 3.0% |
| 7.35 | 680 | 2.9% |
| Other values (615) | 15688 |
| Value | Count | Frequency (%) |
| 6.683 | 1 | < 0.1% |
| 6.742 | 1 | < 0.1% |
| 6.8 | 2 | |
| 6.81 | 1 | < 0.1% |
| 6.814 | 1 | < 0.1% |
| 6.82 | 2 | |
| 6.83 | 3 | |
| 6.84 | 1 | < 0.1% |
| 6.848 | 2 | |
| 6.85 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7.778 | 1 | |
| 7.75 | 1 | |
| 7.73 | 1 | |
| 7.71 | 1 | |
| 7.705 | 1 | |
| 7.7 | 1 | |
| 7.694 | 1 | |
| 7.69 | 2 | |
| 7.688 | 1 | |
| 7.684 | 1 |
pCO2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 864 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.640251 |
| Minimum | 9 |
|---|---|
| Maximum | 181.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 34.4 |
| median | 40.7 |
| Q3 | 49 |
| 95-th percentile | 73 |
| Maximum | 181.7 |
| Range | 172.7 |
| Interquartile range (IQR) | 14.6 |
Descriptive statistics
| Standard deviation | 14.754807 |
|---|---|
| Coefficient of variation (CV) | 0.33810087 |
| Kurtosis | 4.8317308 |
| Mean | 43.640251 |
| Median Absolute Deviation (MAD) | 6.7 |
| Skewness | 1.7162158 |
| Sum | 1013501.2 |
| Variance | 217.70432 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38 | 662 | 2.9% |
| 39 | 646 | 2.8% |
| 40 | 593 | 2.6% |
| 36 | 590 | 2.5% |
| 42 | 582 | 2.5% |
| 37 | 570 | 2.5% |
| 41 | 567 | 2.4% |
| 35 | 550 | 2.4% |
| 43 | 546 | 2.4% |
| 34 | 535 | 2.3% |
| Other values (854) | 17383 |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 9.3 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11.1 | 1 | < 0.1% |
| 11.4 | 1 | < 0.1% |
| 11.6 | 1 | < 0.1% |
| 11.8 | 1 | < 0.1% |
| 12 | 3 | |
| 12.2 | 1 | < 0.1% |
| 12.8 | 2 |
| Value | Count | Frequency (%) |
| 181.7 | 1 | |
| 160.8 | 1 | |
| 147.1 | 1 | |
| 147 | 2 | |
| 145.8 | 1 | |
| 145.6 | 1 | |
| 143.9 | 1 | |
| 141 | 1 | |
| 140 | 1 | |
| 139.8 | 1 |
pO2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1201 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.593171 |
| Minimum | 33 |
|---|---|
| Maximum | 542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 55 |
| Q1 | 69 |
| median | 83 |
| Q3 | 104 |
| 95-th percentile | 166 |
| Maximum | 542 |
| Range | 509 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 42.674138 |
|---|---|
| Coefficient of variation (CV) | 0.45595354 |
| Kurtosis | 18.222585 |
| Mean | 93.593171 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 3.3537015 |
| Sum | 2173607.8 |
| Variance | 1821.0821 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 74 | 375 | 1.6% |
| 75 | 365 | 1.6% |
| 77 | 364 | 1.6% |
| 69 | 357 | 1.5% |
| 81 | 356 | 1.5% |
| 70 | 354 | 1.5% |
| 71 | 352 | 1.5% |
| 79 | 342 | 1.5% |
| 72 | 342 | 1.5% |
| 82 | 340 | 1.5% |
| Other values (1191) | 19677 |
| Value | Count | Frequency (%) |
| 33 | 3 | < 0.1% |
| 33.5 | 1 | < 0.1% |
| 34 | 2 | < 0.1% |
| 35 | 5 | |
| 36 | 7 | |
| 37 | 8 | |
| 37.3 | 1 | < 0.1% |
| 37.4 | 1 | < 0.1% |
| 37.7 | 1 | < 0.1% |
| 38 | 6 |
| Value | Count | Frequency (%) |
| 542 | 1 | |
| 539 | 1 | |
| 529 | 1 | |
| 515 | 1 | |
| 510 | 2 | |
| 509 | 1 | |
| 492 | 1 | |
| 491 | 1 | |
| 486 | 2 | |
| 484.3 | 1 |
SaO2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 268 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.682279 |
| Minimum | 70 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 86.7 |
| Q1 | 93 |
| median | 96 |
| Q3 | 97.6 |
| 95-th percentile | 99.1 |
| Maximum | 100 |
| Range | 30 |
| Interquartile range (IQR) | 4.6 |
Descriptive statistics
| Standard deviation | 4.2425701 |
|---|---|
| Coefficient of variation (CV) | 0.044808492 |
| Kurtosis | 5.2782389 |
| Mean | 94.682279 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.8884643 |
| Sum | 2198901.3 |
| Variance | 17.999401 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 97 | 2215 | 9.5% |
| 96 | 2024 | 8.7% |
| 98 | 1906 | 8.2% |
| 95 | 1747 | 7.5% |
| 94 | 1421 | 6.1% |
| 99 | 1340 | 5.8% |
| 93 | 1046 | 4.5% |
| 92 | 831 | 3.6% |
| 91 | 688 | 3.0% |
| 100 | 643 | 2.8% |
| Other values (258) | 9363 |
| Value | Count | Frequency (%) |
| 70 | 6 | |
| 70.1 | 2 | < 0.1% |
| 70.2 | 2 | < 0.1% |
| 70.3 | 1 | < 0.1% |
| 70.4 | 1 | < 0.1% |
| 70.5 | 1 | < 0.1% |
| 70.6 | 1 | < 0.1% |
| 70.7 | 1 | < 0.1% |
| 71 | 9 | |
| 71.1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 643 | |
| 99.9 | 27 | 0.1% |
| 99.8 | 36 | 0.2% |
| 99.7 | 60 | 0.3% |
| 99.6 | 61 | 0.3% |
| 99.5 | 43 | 0.2% |
| 99.4 | 78 | 0.3% |
| 99.3 | 87 | 0.4% |
| 99.2 | 75 | 0.3% |
| 99.1 | 84 | 0.4% |
SpO2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.575698 |
| Minimum | 70 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 89 |
| Q1 | 94 |
| median | 97 |
| Q3 | 98 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 29 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.677201 |
|---|---|
| Coefficient of variation (CV) | 0.038474226 |
| Kurtosis | 8.1194167 |
| Mean | 95.575698 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -2.2711975 |
| Sum | 2219650 |
| Variance | 13.521807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 99 | 4468 | |
| 98 | 3827 | |
| 97 | 3381 | |
| 96 | 2783 | |
| 95 | 2280 | |
| 94 | 1776 | 7.6% |
| 93 | 1300 | 5.6% |
| 92 | 968 | 4.2% |
| 91 | 683 | 2.9% |
| 90 | 450 | 1.9% |
| Other values (20) | 1308 | 5.6% |
| Value | Count | Frequency (%) |
| 70 | 5 | < 0.1% |
| 71 | 16 | |
| 72 | 18 | |
| 73 | 15 | |
| 74 | 9 | < 0.1% |
| 75 | 19 | |
| 76 | 14 | |
| 77 | 29 | |
| 78 | 28 | |
| 79 | 17 |
| Value | Count | Frequency (%) |
| 99 | 4468 | |
| 98 | 3827 | |
| 97 | 3381 | |
| 96 | 2783 | |
| 95 | 2280 | |
| 94 | 1776 | 7.6% |
| 93 | 1300 | 5.6% |
| 92 | 968 | 4.2% |
| 91 | 683 | 2.9% |
| 90 | 450 | 1.9% |
vitals_tempc
Real number (ℝ)
| Distinct | 1677 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.855738 |
| Minimum | 23.7 |
|---|---|
| Maximum | 44.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 23.7 |
|---|---|
| 5-th percentile | 35.72 |
| Q1 | 36.5 |
| median | 36.8 |
| Q3 | 37.2 |
| 95-th percentile | 38.2 |
| Maximum | 44.3 |
| Range | 20.6 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.8427793 |
|---|---|
| Coefficient of variation (CV) | 0.022866976 |
| Kurtosis | 10.163144 |
| Mean | 36.855738 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | -1.0408051 |
| Sum | 855937.67 |
| Variance | 0.71027696 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36.8 | 1360 | 5.9% |
| 36.7 | 1317 | 5.7% |
| 36.6 | 1317 | 5.7% |
| 36.9 | 1184 | 5.1% |
| 36.4 | 1072 | 4.6% |
| 37 | 1026 | 4.4% |
| 36.5 | 924 | 4.0% |
| 37.1 | 886 | 3.8% |
| 37.2 | 875 | 3.8% |
| 36.3 | 703 | 3.0% |
| Other values (1667) | 12560 |
| Value | Count | Frequency (%) |
| 23.7 | 1 | |
| 29.1 | 1 | |
| 29.27777778 | 1 | |
| 29.3 | 1 | |
| 29.7 | 1 | |
| 30.1 | 1 | |
| 30.2 | 1 | |
| 30.4 | 1 | |
| 30.5 | 2 | |
| 30.6 | 1 |
| Value | Count | Frequency (%) |
| 44.3 | 1 | < 0.1% |
| 41.1 | 1 | < 0.1% |
| 40.9 | 2 | < 0.1% |
| 40.5 | 3 | |
| 40.4 | 1 | < 0.1% |
| 40.3 | 5 | |
| 40.281 | 1 | < 0.1% |
| 40.28 | 1 | < 0.1% |
| 40.27 | 1 | < 0.1% |
| 40.2 | 3 |
cbc_hemoglobin
Real number (ℝ)
| Distinct | 662 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.286364 |
| Minimum | 3 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 7.8 |
| Q1 | 9.7 |
| median | 11.2 |
| Q3 | 12.7 |
| 95-th percentile | 15.3 |
| Maximum | 23 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.2798516 |
|---|---|
| Coefficient of variation (CV) | 0.20200053 |
| Kurtosis | 0.21051878 |
| Mean | 11.286364 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 0.37957961 |
| Sum | 262114.52 |
| Variance | 5.1977232 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11.2 | 386 | 1.7% |
| 10.9 | 384 | 1.7% |
| 10.2 | 361 | 1.6% |
| 10.4 | 355 | 1.5% |
| 10.5 | 354 | 1.5% |
| 10.3 | 352 | 1.5% |
| 11.5 | 349 | 1.5% |
| 11.1 | 348 | 1.5% |
| 10 | 343 | 1.5% |
| 9.6 | 339 | 1.5% |
| Other values (652) | 19653 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 4.1 | 2 | |
| 4.4 | 2 | |
| 4.5 | 3 | |
| 4.6 | 1 | < 0.1% |
| 4.7 | 1 | < 0.1% |
| 4.8 | 2 | |
| 4.9 | 3 | |
| 5 | 3 |
| Value | Count | Frequency (%) |
| 23 | 1 | |
| 22.8 | 1 | |
| 22.4 | 1 | |
| 21.6 | 1 | |
| 21.4 | 1 | |
| 21.1 | 1 | |
| 21 | 1 | |
| 20.9 | 1 | |
| 20.6 | 1 | |
| 20.4 | 2 |
bmp_sodium
Real number (ℝ)
| Distinct | 221 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 138.4241 |
| Minimum | 100 |
|---|---|
| Maximum | 183 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 130 |
| Q1 | 136 |
| median | 138.65 |
| Q3 | 141 |
| 95-th percentile | 146 |
| Maximum | 183 |
| Range | 83 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.2913293 |
|---|---|
| Coefficient of variation (CV) | 0.038225493 |
| Kurtosis | 3.6137219 |
| Mean | 138.4241 |
| Median Absolute Deviation (MAD) | 2.65 |
| Skewness | -0.08105714 |
| Sum | 3214761.3 |
| Variance | 27.998166 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 138 | 1956 | 8.4% |
| 139 | 1904 | 8.2% |
| 140 | 1862 | 8.0% |
| 137 | 1704 | 7.3% |
| 141 | 1626 | 7.0% |
| 136 | 1508 | 6.5% |
| 142 | 1342 | 5.8% |
| 135 | 1120 | 4.8% |
| 143 | 1031 | 4.4% |
| 134 | 983 | 4.2% |
| Other values (211) | 8188 |
| Value | Count | Frequency (%) |
| 100 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 106 | 1 | < 0.1% |
| 108 | 2 | < 0.1% |
| 109 | 5 | |
| 110 | 3 | |
| 111 | 3 | |
| 112 | 5 | |
| 113 | 3 | |
| 114 | 4 |
| Value | Count | Frequency (%) |
| 183 | 1 | < 0.1% |
| 175 | 1 | < 0.1% |
| 174 | 1 | < 0.1% |
| 173 | 2 | |
| 172 | 1 | < 0.1% |
| 171 | 2 | |
| 170 | 2 | |
| 169 | 1 | < 0.1% |
| 168 | 4 | |
| 166 | 1 | < 0.1% |
bmp_bicarbonate
Real number (ℝ)
HIGH CORRELATION
| Distinct | 524 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.476945 |
| Minimum | 2 |
|---|---|
| Maximum | 63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 21 |
| median | 24 |
| Q3 | 27.2 |
| 95-th percentile | 35 |
| Maximum | 63 |
| Range | 61 |
| Interquartile range (IQR) | 6.2 |
Descriptive statistics
| Standard deviation | 5.9028848 |
|---|---|
| Coefficient of variation (CV) | 0.24116101 |
| Kurtosis | 1.5982854 |
| Mean | 24.476945 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.4952669 |
| Sum | 568452.56 |
| Variance | 34.844048 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24 | 1730 | 7.4% |
| 23 | 1655 | 7.1% |
| 25 | 1551 | 6.7% |
| 22 | 1482 | 6.4% |
| 26 | 1300 | 5.6% |
| 21 | 1245 | 5.4% |
| 27 | 1092 | 4.7% |
| 20 | 1022 | 4.4% |
| 28 | 880 | 3.8% |
| 19 | 871 | 3.8% |
| Other values (514) | 10396 |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 16 | 0.1% |
| 7 | 21 | 0.1% |
| 8 | 41 | |
| 8.2 | 1 | < 0.1% |
| 8.7 | 1 | < 0.1% |
| 9 | 62 |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 54.6 | 1 | < 0.1% |
| 53 | 3 | < 0.1% |
| 52 | 1 | < 0.1% |
| 51 | 2 | < 0.1% |
| 50 | 6 | |
| 49 | 8 |
bmp_creatinine
Real number (ℝ)
| Distinct | 1898 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.558508 |
| Minimum | 0.1 |
|---|---|
| Maximum | 22.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.8 |
| median | 1.09 |
| Q3 | 1.7 |
| 95-th percentile | 4.2 |
| Maximum | 22.99 |
| Range | 22.89 |
| Interquartile range (IQR) | 0.9 |
Descriptive statistics
| Standard deviation | 1.4945189 |
|---|---|
| Coefficient of variation (CV) | 0.95894209 |
| Kurtosis | 25.295763 |
| Mean | 1.558508 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | 4.0417656 |
| Sum | 36194.79 |
| Variance | 2.2335868 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8 | 745 | 3.2% |
| 0.7 | 685 | 2.9% |
| 0.9 | 682 | 2.9% |
| 1 | 614 | 2.6% |
| 1.1 | 484 | 2.1% |
| 0.6 | 451 | 1.9% |
| 1.2 | 400 | 1.7% |
| 1.3 | 361 | 1.6% |
| 0.5 | 329 | 1.4% |
| 1.4 | 280 | 1.2% |
| Other values (1888) | 18193 |
| Value | Count | Frequency (%) |
| 0.1 | 4 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| 0.15 | 2 | < 0.1% |
| 0.17 | 3 | < 0.1% |
| 0.18 | 2 | < 0.1% |
| 0.19 | 2 | < 0.1% |
| 0.2 | 14 | |
| 0.21 | 3 | < 0.1% |
| 0.22 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 22.99 | 1 | |
| 20.22 | 1 | |
| 20.01 | 1 | |
| 19.35 | 1 | |
| 18.8 | 1 | |
| 18.51 | 1 | |
| 18.43 | 1 | |
| 18.2 | 2 | |
| 17.62 | 1 | |
| 17.56 | 1 |
sofa_past_overall_24hr
Real number (ℝ)
ZEROS
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8344385 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 2211 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.4609578 |
|---|---|
| Coefficient of variation (CV) | 0.71589655 |
| Kurtosis | 0.62596017 |
| Mean | 4.8344385 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.77139861 |
| Sum | 112275 |
| Variance | 11.978229 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 4 | 2902 | |
| 5 | 2648 | |
| 3 | 2432 | |
| 1 | 2262 | |
| 6 | 2239 | |
| 0 | 2211 | |
| 2 | 1984 | |
| 7 | 1782 | |
| 8 | 1465 | |
| 9 | 1010 | 4.3% |
| Other values (15) | 2289 |
| Value | Count | Frequency (%) |
| 0 | 2211 | |
| 1 | 2262 | |
| 2 | 1984 | |
| 3 | 2432 | |
| 4 | 2902 | |
| 5 | 2648 | |
| 6 | 2239 | |
| 7 | 1782 | |
| 8 | 1465 | |
| 9 | 1010 | 4.3% |
| Value | Count | Frequency (%) |
| 24 | 1 | < 0.1% |
| 23 | 2 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 9 | < 0.1% |
| 19 | 14 | 0.1% |
| 18 | 26 | 0.1% |
| 17 | 32 | 0.1% |
| 16 | 57 | |
| 15 | 117 |
sofa_past_cardiovascular_24hr
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 362.9 KiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 4.0 | |
| 3.0 | 1059 |
| 2.0 | 322 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 69672 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 12035 | |
| 0.0 | 8084 | |
| 4.0 | 1724 | 7.4% |
| 3.0 | 1059 | 4.6% |
| 2.0 | 322 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 12035 | |
| 0.0 | 8084 | |
| 4.0 | 1724 | 7.4% |
| 3.0 | 1059 | 4.6% |
| 2.0 | 322 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 31308 | |
| . | 23224 | |
| 1 | 12035 | 17.3% |
| 4 | 1724 | 2.5% |
| 3 | 1059 | 1.5% |
| 2 | 322 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 46448 | |
| Other Punctuation | 23224 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 31308 | |
| 1 | 12035 | 25.9% |
| 4 | 1724 | 3.7% |
| 3 | 1059 | 2.3% |
| 2 | 322 | 0.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 23224 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 69672 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 31308 | |
| . | 23224 | |
| 1 | 12035 | 17.3% |
| 4 | 1724 | 2.5% |
| 3 | 1059 | 1.5% |
| 2 | 322 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 69672 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 31308 | |
| . | 23224 | |
| 1 | 12035 | 17.3% |
| 4 | 1724 | 2.5% |
| 3 | 1059 | 1.5% |
| 2 | 322 | 0.5% |
p50
Real number (ℝ)
| Distinct | 4687 |
|---|---|
| Distinct (%) | 20.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.734268 |
| Minimum | 10.024611 |
|---|---|
| Maximum | 99.871457 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 362.9 KiB |
Quantile statistics
| Minimum | 10.024611 |
|---|---|
| 5-th percentile | 15.441453 |
| Q1 | 20.810132 |
| median | 24.649023 |
| Q3 | 29.138987 |
| 95-th percentile | 45.783019 |
| Maximum | 99.871457 |
| Range | 89.846846 |
| Interquartile range (IQR) | 8.328855 |
Descriptive statistics
| Standard deviation | 10.834094 |
|---|---|
| Coefficient of variation (CV) | 0.40525119 |
| Kurtosis | 11.617392 |
| Mean | 26.734268 |
| Median Absolute Deviation (MAD) | 4.0857183 |
| Skewness | 2.8274042 |
| Sum | 620876.63 |
| Variance | 117.37759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.08244352 | 79 | 0.3% |
| 21.36139503 | 74 | 0.3% |
| 24.97704049 | 74 | 0.3% |
| 25.0069639 | 73 | 0.3% |
| 18.91089602 | 73 | 0.3% |
| 21.63881574 | 71 | 0.3% |
| 23.02591932 | 70 | 0.3% |
| 20.4663275 | 69 | 0.3% |
| 20.52913289 | 68 | 0.3% |
| 22.47107789 | 68 | 0.3% |
| Other values (4677) | 22505 |
| Value | Count | Frequency (%) |
| 10.0246109 | 1 | < 0.1% |
| 10.09805128 | 7 | |
| 10.18985174 | 1 | < 0.1% |
| 10.26456644 | 2 | < 0.1% |
| 10.28165221 | 6 | |
| 10.31837239 | 1 | < 0.1% |
| 10.37595208 | 1 | < 0.1% |
| 10.46525314 | 4 | |
| 10.4711443 | 1 | < 0.1% |
| 10.53869351 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99.87145728 | 1 | |
| 99.74283199 | 1 | |
| 99.71385141 | 1 | |
| 99.61775392 | 1 | |
| 99.59403657 | 1 | |
| 99.52199008 | 1 | |
| 99.5117053 | 1 | |
| 99.4007947 | 1 | |
| 99.36637287 | 1 | |
| 99.26329914 | 1 |
Gender
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 362.9 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.8894247 |
| Min length | 4 |
Characters and Unicode
| Total characters | 113552 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 12896 | |
| Female | 10328 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 12896 | |
| female | 10328 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 33552 | |
| a | 23224 | |
| l | 23224 | |
| M | 12896 | 11.4% |
| F | 10328 | 9.1% |
| m | 10328 | 9.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 90328 | |
| Uppercase Letter | 23224 | 20.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 33552 | |
| a | 23224 | |
| l | 23224 | |
| m | 10328 | 11.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 12896 | |
| F | 10328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 113552 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 33552 | |
| a | 23224 | |
| l | 23224 | |
| M | 12896 | 11.4% |
| F | 10328 | 9.1% |
| m | 10328 | 9.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113552 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 33552 | |
| a | 23224 | |
| l | 23224 | |
| M | 12896 | 11.4% |
| F | 10328 | 9.1% |
| m | 10328 | 9.1% |
| hospital_admission_id | admission_age | weight_admission | height_admission | BMI_admission | los_hospital | los_ICU | comorbidity_score_value | pH | pCO2 | pO2 | SaO2 | SpO2 | vitals_tempc | cbc_hemoglobin | bmp_sodium | bmp_bicarbonate | bmp_creatinine | sofa_past_overall_24hr | p50 | source_db | sex_female | comorbidity_score_name | in_hospital_mortality | race_ethnicity | sofa_past_cardiovascular_24hr | Gender | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| hospital_admission_id | 1.000 | -0.024 | 0.024 | 0.019 | 0.017 | 0.049 | 0.094 | 0.019 | 0.014 | -0.002 | 0.036 | -0.056 | 0.002 | 0.039 | -0.047 | -0.020 | -0.020 | -0.014 | 0.001 | 0.039 | 0.707 | 0.061 | 0.042 | 0.020 | 0.079 | 0.146 | 0.061 |
| admission_age | -0.024 | 1.000 | -0.207 | -0.144 | -0.157 | 0.005 | -0.019 | 0.654 | 0.047 | -0.033 | -0.003 | 0.022 | -0.017 | -0.114 | -0.146 | 0.050 | 0.040 | 0.130 | 0.050 | 0.004 | 0.044 | 0.078 | 0.009 | 0.125 | 0.059 | 0.061 | 0.078 |
| weight_admission | 0.024 | -0.207 | 1.000 | 0.405 | 0.888 | 0.028 | 0.028 | -0.099 | -0.058 | 0.147 | -0.007 | -0.026 | -0.035 | 0.057 | 0.100 | -0.028 | 0.088 | 0.156 | 0.008 | 0.032 | 0.045 | 0.270 | 0.010 | 0.062 | 0.036 | 0.025 | 0.270 |
| height_admission | 0.019 | -0.144 | 0.405 | 1.000 | -0.012 | 0.007 | 0.016 | -0.090 | 0.018 | -0.013 | 0.027 | 0.019 | 0.007 | 0.026 | 0.116 | -0.018 | -0.014 | 0.111 | 0.026 | 0.024 | 0.005 | 0.264 | 0.000 | 0.007 | 0.032 | 0.007 | 0.264 |
| BMI_admission | 0.017 | -0.157 | 0.888 | -0.012 | 1.000 | 0.029 | 0.023 | -0.064 | -0.068 | 0.159 | -0.018 | -0.037 | -0.040 | 0.053 | 0.053 | -0.024 | 0.097 | 0.121 | -0.002 | 0.025 | 0.000 | 0.003 | 0.000 | 0.013 | 0.017 | 0.000 | 0.003 |
| los_hospital | 0.049 | 0.005 | 0.028 | 0.007 | 0.029 | 1.000 | 0.687 | 0.050 | 0.097 | -0.017 | -0.008 | -0.007 | -0.015 | 0.097 | -0.191 | -0.004 | 0.012 | 0.037 | 0.093 | 0.009 | 0.011 | 0.008 | 0.012 | 0.000 | 0.007 | 0.000 | 0.008 |
| los_ICU | 0.094 | -0.019 | 0.028 | 0.016 | 0.023 | 0.687 | 1.000 | 0.031 | 0.061 | -0.012 | -0.030 | -0.040 | -0.058 | 0.099 | -0.131 | 0.023 | -0.008 | 0.045 | 0.135 | 0.038 | 0.030 | 0.005 | 0.015 | 0.016 | 0.033 | 0.010 | 0.005 |
| comorbidity_score_value | 0.019 | 0.654 | -0.099 | -0.090 | -0.064 | 0.050 | 0.031 | 1.000 | 0.025 | 0.003 | -0.025 | -0.036 | -0.035 | -0.096 | -0.235 | -0.030 | 0.034 | 0.262 | 0.105 | 0.002 | 0.390 | 0.038 | 0.542 | 0.130 | 0.024 | 0.064 | 0.038 |
| pH | 0.014 | 0.047 | -0.058 | 0.018 | -0.068 | 0.097 | 0.061 | 0.025 | 1.000 | -0.419 | -0.080 | 0.147 | 0.076 | 0.161 | -0.054 | 0.017 | 0.225 | -0.204 | -0.060 | -0.175 | 0.083 | 0.050 | 0.000 | 0.217 | 0.022 | 0.064 | 0.050 |
| pCO2 | -0.002 | -0.033 | 0.147 | -0.013 | 0.159 | -0.017 | -0.012 | 0.003 | -0.419 | 1.000 | -0.061 | -0.160 | -0.112 | -0.071 | 0.097 | 0.052 | 0.521 | -0.106 | -0.114 | 0.073 | 0.093 | 0.056 | 0.019 | 0.088 | 0.025 | 0.059 | 0.056 |
| pO2 | 0.036 | -0.003 | -0.007 | 0.027 | -0.018 | -0.008 | -0.030 | -0.025 | -0.080 | -0.061 | 1.000 | 0.869 | 0.566 | 0.014 | 0.016 | 0.014 | -0.118 | -0.002 | 0.045 | 0.442 | 0.104 | 0.027 | 0.035 | 0.042 | 0.010 | 0.034 | 0.027 |
| SaO2 | -0.056 | 0.022 | -0.026 | 0.019 | -0.037 | -0.007 | -0.040 | -0.036 | 0.147 | -0.160 | 0.869 | 1.000 | 0.571 | 0.040 | 0.017 | 0.033 | -0.057 | -0.055 | 0.013 | 0.297 | 0.092 | 0.022 | 0.028 | 0.108 | 0.015 | 0.032 | 0.022 |
| SpO2 | 0.002 | -0.017 | -0.035 | 0.007 | -0.040 | -0.015 | -0.058 | -0.035 | 0.076 | -0.112 | 0.566 | 0.571 | 1.000 | 0.006 | -0.025 | 0.039 | -0.056 | -0.034 | 0.017 | -0.411 | 0.036 | 0.000 | 0.000 | 0.140 | 0.020 | 0.022 | 0.000 |
| vitals_tempc | 0.039 | -0.114 | 0.057 | 0.026 | 0.053 | 0.097 | 0.099 | -0.096 | 0.161 | -0.071 | 0.014 | 0.040 | 0.006 | 1.000 | 0.000 | 0.019 | 0.042 | -0.057 | 0.047 | 0.018 | 0.029 | 0.035 | 0.010 | 0.152 | 0.010 | 0.041 | 0.035 |
| cbc_hemoglobin | -0.047 | -0.146 | 0.100 | 0.116 | 0.053 | -0.191 | -0.131 | -0.235 | -0.054 | 0.097 | 0.016 | 0.017 | -0.025 | 0.000 | 1.000 | -0.024 | 0.100 | -0.156 | -0.186 | 0.063 | 0.117 | 0.133 | 0.074 | 0.082 | 0.022 | 0.108 | 0.133 |
| bmp_sodium | -0.020 | 0.050 | -0.028 | -0.018 | -0.024 | -0.004 | 0.023 | -0.030 | 0.017 | 0.052 | 0.014 | 0.033 | 0.039 | 0.019 | -0.024 | 1.000 | 0.098 | -0.066 | 0.057 | -0.027 | 0.056 | 0.019 | 0.055 | 0.090 | 0.007 | 0.034 | 0.019 |
| bmp_bicarbonate | -0.020 | 0.040 | 0.088 | -0.014 | 0.097 | 0.012 | -0.008 | 0.034 | 0.225 | 0.521 | -0.118 | -0.057 | -0.056 | 0.042 | 0.100 | 0.098 | 1.000 | -0.287 | -0.233 | -0.057 | 0.098 | 0.075 | 0.058 | 0.179 | 0.028 | 0.114 | 0.075 |
| bmp_creatinine | -0.014 | 0.130 | 0.156 | 0.111 | 0.121 | 0.037 | 0.045 | 0.262 | -0.204 | -0.106 | -0.002 | -0.055 | -0.034 | -0.057 | -0.156 | -0.066 | -0.287 | 1.000 | 0.302 | 0.025 | 0.018 | 0.061 | 0.000 | 0.128 | 0.044 | 0.072 | 0.061 |
| sofa_past_overall_24hr | 0.001 | 0.050 | 0.008 | 0.026 | -0.002 | 0.093 | 0.135 | 0.105 | -0.060 | -0.114 | 0.045 | 0.013 | 0.017 | 0.047 | -0.186 | 0.057 | -0.233 | 0.302 | 1.000 | 0.028 | 0.163 | 0.051 | 0.151 | 0.208 | 0.019 | 0.346 | 0.051 |
| p50 | 0.039 | 0.004 | 0.032 | 0.024 | 0.025 | 0.009 | 0.038 | 0.002 | -0.175 | 0.073 | 0.442 | 0.297 | -0.411 | 0.018 | 0.063 | -0.027 | -0.057 | 0.025 | 0.028 | 1.000 | 0.097 | 0.020 | 0.043 | 0.103 | 0.035 | 0.040 | 0.020 |
| source_db | 0.707 | 0.044 | 0.045 | 0.005 | 0.000 | 0.011 | 0.030 | 0.390 | 0.083 | 0.093 | 0.104 | 0.092 | 0.036 | 0.029 | 0.117 | 0.056 | 0.098 | 0.018 | 0.163 | 0.097 | 1.000 | 0.064 | 1.000 | 0.018 | 0.111 | 0.216 | 0.064 |
| sex_female | 0.061 | 0.078 | 0.270 | 0.264 | 0.003 | 0.008 | 0.005 | 0.038 | 0.050 | 0.056 | 0.027 | 0.022 | 0.000 | 0.035 | 0.133 | 0.019 | 0.075 | 0.061 | 0.051 | 0.020 | 0.064 | 1.000 | 0.013 | 0.000 | 0.017 | 0.048 | 1.000 |
| comorbidity_score_name | 0.042 | 0.009 | 0.010 | 0.000 | 0.000 | 0.012 | 0.015 | 0.542 | 0.000 | 0.019 | 0.035 | 0.028 | 0.000 | 0.010 | 0.074 | 0.055 | 0.058 | 0.000 | 0.151 | 0.043 | 1.000 | 0.013 | 1.000 | 0.000 | 0.016 | 0.074 | 0.013 |
| in_hospital_mortality | 0.020 | 0.125 | 0.062 | 0.007 | 0.013 | 0.000 | 0.016 | 0.130 | 0.217 | 0.088 | 0.042 | 0.108 | 0.140 | 0.152 | 0.082 | 0.090 | 0.179 | 0.128 | 0.208 | 0.103 | 0.018 | 0.000 | 0.000 | 1.000 | 0.000 | 0.185 | 0.000 |
| race_ethnicity | 0.079 | 0.059 | 0.036 | 0.032 | 0.017 | 0.007 | 0.033 | 0.024 | 0.022 | 0.025 | 0.010 | 0.015 | 0.020 | 0.010 | 0.022 | 0.007 | 0.028 | 0.044 | 0.019 | 0.035 | 0.111 | 0.017 | 0.016 | 0.000 | 1.000 | 0.043 | 0.017 |
| sofa_past_cardiovascular_24hr | 0.146 | 0.061 | 0.025 | 0.007 | 0.000 | 0.000 | 0.010 | 0.064 | 0.064 | 0.059 | 0.034 | 0.032 | 0.022 | 0.041 | 0.108 | 0.034 | 0.114 | 0.072 | 0.346 | 0.040 | 0.216 | 0.048 | 0.074 | 0.185 | 0.043 | 1.000 | 0.048 |
| Gender | 0.061 | 0.078 | 0.270 | 0.264 | 0.003 | 0.008 | 0.005 | 0.038 | 0.050 | 0.056 | 0.027 | 0.022 | 0.000 | 0.035 | 0.133 | 0.019 | 0.075 | 0.061 | 0.051 | 0.020 | 0.064 | 1.000 | 0.013 | 0.000 | 0.017 | 0.048 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| hospital_admission_id | source_db | admission_age | sex_female | weight_admission | height_admission | BMI_admission | los_hospital | los_ICU | comorbidity_score_name | comorbidity_score_value | in_hospital_mortality | race_ethnicity | pH | pCO2 | pO2 | SaO2 | SpO2 | vitals_tempc | cbc_hemoglobin | bmp_sodium | bmp_bicarbonate | bmp_creatinine | sofa_past_overall_24hr | sofa_past_cardiovascular_24hr | p50 | Gender | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9 | 190805 | eicu | 60.0 | 0 | 125.9 | 172.7 | 42.212498 | 6.884028 | 3.291667 | Charlson | 3.0 | 0.0 | White | 7.41 | 39.0 | 78.0 | 96.0 | 96.0 | 38.1 | 12.8 | 138.0 | 21.0 | 0.800 | 6.0 | 1.0 | 24.153464 | Male |
| 12 | 141654 | eicu | 65.0 | 0 | 77.1 | 185.4 | 22.430292 | 93.045139 | 82.833333 | Charlson | 8.0 | 0.0 | White | 7.28 | 45.0 | 130.0 | 95.0 | 95.0 | 36.6 | 9.6 | 132.0 | 29.0 | 5.130 | 6.0 | 1.0 | 43.878585 | Male |
| 13 | 155590 | eicu | 44.0 | 0 | 262.4 | 190.5 | 72.305922 | 30.303472 | 15.458333 | Charlson | 0.0 | 0.0 | White | 7.29 | 42.0 | 96.0 | 96.0 | 98.0 | 36.8 | 11.4 | 138.0 | 23.0 | 5.080 | 8.0 | 1.0 | 22.846133 | Male |
| 18 | 195394 | eicu | 67.0 | 0 | 107.1 | 179.1 | 33.388607 | 3.976389 | 3.958333 | Charlson | 3.0 | 0.0 | White | 7.34 | 39.0 | 69.0 | 92.0 | 94.0 | 36.9 | 14.4 | 145.0 | 21.0 | 1.130 | 7.0 | 1.0 | 25.006964 | Male |
| 19 | 138012 | eicu | 62.0 | 0 | 151.4 | 167.6 | 53.898645 | 12.768056 | 4.833333 | Charlson | 4.0 | 0.0 | White | 7.31 | 62.0 | 117.0 | 97.0 | 97.0 | 38.3 | 9.7 | 137.8 | 24.4 | 1.074 | 2.0 | 1.0 | 32.458224 | Male |
| 27 | 130585 | eicu | 85.0 | 1 | 88.0 | 167.0 | 31.553659 | 9.919444 | 1.541667 | Charlson | 6.0 | 0.0 | Black | 7.50 | 48.0 | 140.0 | 98.0 | 99.0 | 36.6 | 11.7 | 142.0 | 40.0 | 1.270 | 6.0 | 1.0 | 25.704131 | Female |
| 30 | 132653 | eicu | 59.0 | 0 | 88.7 | 172.7 | 29.739862 | 33.213889 | 18.166667 | Charlson | 3.0 | 0.0 | White | 7.23 | 55.0 | 96.0 | 96.0 | 97.0 | 36.1 | 12.1 | 138.0 | 24.0 | 1.330 | 1.0 | 1.0 | 26.632389 | Male |
| 34 | 163687 | eicu | 51.0 | 1 | 47.9 | 162.6 | 18.117340 | 23.100000 | 4.166667 | Charlson | 1.0 | 0.0 | White | 7.24 | 12.0 | 112.0 | 96.0 | 98.0 | 37.6 | 5.3 | 137.0 | 6.0 | 0.870 | 5.0 | 1.0 | 26.653822 | Female |
| 41 | 145590 | eicu | 61.0 | 0 | 95.1 | 182.9 | 28.428445 | 7.995833 | 3.833333 | Charlson | 3.0 | 0.0 | White | 7.33 | 46.0 | 115.0 | 97.0 | 99.0 | 36.7 | 9.2 | 139.4 | 25.8 | 1.368 | 2.0 | 0.0 | 21.114107 | Male |
| 46 | 176389 | eicu | 51.0 | 0 | 53.0 | 175.3 | 17.246939 | 1.276389 | 1.291667 | Charlson | 1.0 | 1.0 | White | 7.25 | 48.0 | 78.0 | 93.0 | 78.0 | 35.6 | 8.8 | 146.0 | 14.0 | 0.500 | 9.0 | 1.0 | 48.903332 | Male |
| hospital_admission_id | source_db | admission_age | sex_female | weight_admission | height_admission | BMI_admission | los_hospital | los_ICU | comorbidity_score_name | comorbidity_score_value | in_hospital_mortality | race_ethnicity | pH | pCO2 | pO2 | SaO2 | SpO2 | vitals_tempc | cbc_hemoglobin | bmp_sodium | bmp_bicarbonate | bmp_creatinine | sofa_past_overall_24hr | sofa_past_cardiovascular_24hr | p50 | Gender | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49075 | 28211098 | mimic_iv | 74.0 | 1 | 60.3 | 160.0 | 23.554688 | 14.0 | 13.33 | Charlson | 11.0 | 1.0 | White | 7.34 | 50.0 | 92.0 | 95.0 | 97.0 | 36.94 | 7.8 | 135.0 | 25.0 | 4.1 | 7.0 | 1.0 | 25.522706 | Female |
| 49076 | 28592225 | mimic_iv | 61.0 | 0 | 102.6 | 178.0 | 32.382275 | 1.0 | 1.38 | Charlson | 7.0 | 1.0 | Unknown | 7.28 | 43.0 | 85.0 | 94.0 | 94.0 | 37.90 | 9.9 | 135.0 | 20.0 | 2.3 | 11.0 | 4.0 | 30.805680 | Male |
| 49082 | 27340968 | mimic_iv | 75.0 | 1 | 60.8 | 147.0 | 28.136425 | 11.0 | 1.29 | Charlson | 3.0 | 0.0 | Unknown | 7.39 | 45.0 | 142.0 | 99.0 | 99.0 | 36.67 | 9.5 | 132.0 | 24.0 | 0.6 | 4.0 | 1.0 | 26.071332 | Female |
| 49083 | 29148528 | mimic_iv | 60.0 | 0 | 90.0 | 178.0 | 28.405504 | 15.0 | 6.25 | Charlson | 2.0 | 0.0 | White | 7.53 | 31.0 | 70.0 | 95.0 | 91.0 | 36.78 | 7.5 | 138.0 | 28.0 | 0.4 | 8.0 | 3.0 | 29.816750 | Male |
| 49084 | 26979819 | mimic_iv | 84.0 | 0 | 86.0 | 178.0 | 27.143037 | 6.0 | 4.17 | Charlson | 5.0 | 0.0 | White | 7.37 | 35.0 | 137.0 | 98.0 | 98.0 | 37.32 | 10.3 | 140.4 | 22.0 | 0.9 | 8.0 | 4.0 | 32.603336 | Male |
| 49085 | 28386154 | mimic_iv | 78.0 | 1 | 57.0 | 160.0 | 22.265625 | 9.0 | 9.21 | Charlson | 7.0 | 1.0 | Unknown | 7.32 | 39.0 | 83.0 | 94.0 | 95.0 | 36.90 | 11.2 | 138.0 | 22.0 | 1.2 | 11.0 | 3.0 | 28.014789 | Female |
| 49088 | 21784060 | mimic_iv | 68.0 | 0 | 94.7 | 163.0 | 35.643043 | 26.0 | 18.67 | Charlson | 3.0 | 0.0 | Unknown | 7.39 | 49.0 | 87.0 | 93.0 | 95.0 | 37.89 | 8.7 | 139.0 | 28.0 | 1.7 | 6.0 | 1.0 | 29.364899 | Male |
| 49089 | 21942461 | mimic_iv | 84.0 | 0 | 81.6 | 168.0 | 28.911565 | 7.0 | 3.38 | Charlson | 5.0 | 0.0 | White | 7.46 | 33.0 | 64.0 | 93.0 | 96.0 | 37.39 | 11.2 | 134.0 | 24.0 | 0.8 | 5.0 | 1.0 | 19.818227 | Male |
| 49090 | 28847872 | mimic_iv | 76.0 | 0 | 107.3 | 183.0 | 32.040371 | 12.0 | 5.92 | Charlson | 10.0 | 0.0 | White | 7.38 | 51.0 | 96.0 | 97.0 | 98.0 | 36.89 | 9.6 | 136.0 | 30.0 | 1.7 | 11.0 | 3.0 | 22.846133 | Male |
| 49091 | 20617667 | mimic_iv | 63.0 | 1 | 59.0 | 147.0 | 27.303438 | 29.0 | 25.33 | Charlson | 7.0 | 0.0 | White | 7.44 | 33.0 | 110.0 | 96.0 | 99.0 | 36.89 | 12.9 | 145.0 | 20.0 | 1.2 | 13.0 | 3.0 | 20.196103 | Female |